From 4807f6e4422e9dd71d786e8a84112da654e3349a Mon Sep 17 00:00:00 2001
From: Jakub Henyk <jakub.henyk@gmail.com>
Date: Mon, 22 Apr 2024 21:57:49 +0200
Subject: [PATCH] 452627

---
 .gitignore        |     8 +
 dev-0/out.tsv     | 10519 ++++++++++++++++++++++++++++++++++++++++++++
 generate_model.py |     7 +
 predict.py        |    79 +
 prep_data.py      |   149 +
 prep_txt.py       |    33 +
 test-A/out.tsv    |  7414 +++++++++++++++++++++++++++++++
 7 files changed, 18209 insertions(+)
 create mode 100644 .gitignore
 create mode 100644 dev-0/out.tsv
 create mode 100644 generate_model.py
 create mode 100644 predict.py
 create mode 100644 prep_data.py
 create mode 100644 prep_txt.py
 create mode 100644 test-A/out.tsv

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..1c18d74
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,8 @@
+
+*~
+*.swp
+*.bak
+*.pyc
+*.o
+.DS_Store
+.token
diff --git a/dev-0/out.tsv b/dev-0/out.tsv
new file mode 100644
index 0000000..249132b
--- /dev/null
+++ b/dev-0/out.tsv
@@ -0,0 +1,10519 @@
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+the
+the
+is
+any
+in
+and
+members
+said
+wants
+at
+conditions
+the
+under
+the
+but
+in
+the
+strict
+of
+the
+is
+to
+to
+the
+no
+not
+to
+birthday
+court
+you
+feet
+the
+in
+best
+the
+under
+is
+of
+any
+and
+a
+and
+age
+and
+at
+and
+t
+behind
+various
+with
+done
+accompanied
+twenty
+to
+pulling
+in
+be
+were
+raw
+force
+or
+and
+in
+length
+oldest
+forty
+of
+ship
+tough
+the
+he
+of
+to
+and
+party
+for
+you
+as
+and
+history
+the
+not
+the
+use
+not
+proposed
+recognize
+prices
+at
+burning
+corn
+do
+health
+the
+loan
+given
+night
+me
+of
+world
+taken
+nerve
+and
+and
+it
+to
+a
+reached
+later
+of
+and
+of
+in
+the
+and
+the
+did
+the
+gold
+will
+and
+were
+change
+was
+of
+of
+north
+old
+and
+m
+the
+a
+to
+over
+the
+his
+in
+resolve
+of
+and
+no
+incurred
+any
+of
+of
+soon
+of
+lots
+of
+and
+every
+to
+and
+be
+said
+whole
+doubt
+to
+young
+final
+mountain
+to
+locks
+had
+an
+be
+on
+treated
+gold
+to
+t
+dated
+sake
+can
+glory
+protection
+be
+base
+from
+and
+that
+agree
+to
+and
+few
+total
+the
+mortgage
+best
+rates
+width
+the
+miles
+was
+for
+designed
+in
+the
+such
+for
+and
+with
+a
+contact
+the
+have
+to
+of
+decision
+remembered
+a
+an
+to
+under
+changed
+expense
+for
+and
+and
+frozen
+to
+ports
+that
+at
+is
+man
+wit
+down
+of
+moved
+to
+two
+could
+our
+and
+in
+bottom
+to
+marks
+the
+page
+way
+the
+do
+and
+or
+of
+the
+fire
+h
+when
+the
+a
+with
+war
+place
+stated
+affected
+people
+quite
+at
+neighbors
+was
+him
+said
+left
+wise
+the
+to
+of
+free
+corner
+a
+attention
+and
+road
+the
+of
+heard
+a
+says
+plot
+which
+until
+population
+farmer
+the
+and
+and
+desire
+within
+of
+were
+who
+of
+discover
+arc
+did
+own
+in
+on
+since
+lower
+world
+the
+an
+a
+still
+the
+were
+a
+be
+that
+in
+me
+now
+company
+in
+street
+payment
+and
+away
+on
+one
+young
+time
+now
+disease
+by
+roots
+south
+the
+of
+described
+consent
+and
+attract
+the
+ways
+who
+upon
+in
+the
+the
+to
+is
+the
+the
+this
+and
+instead
+of
+and
+the
+meet
+three
+we
+am
+take
+premises
+and
+and
+and
+in
+of
+a
+was
+been
+of
+to
+at
+sending
+time
+and
+a
+the
+and
+it
+it
+worry
+creek
+be
+and
+to
+solution
+a
+or
+necessary
+distance
+soil
+train
+and
+the
+there
+due
+board
+the
+goat
+but
+and
+common
+is
+twenty
+vast
+to
+of
+miles
+we
+as
+to
+place
+to
+the
+to
+the
+to
+a
+assisted
+couple
+sympathy
+their
+at
+likely
+of
+for
+was
+the
+of
+before
+w
+defendant
+any
+led
+the
+be
+seed
+to
+was
+price
+and
+and
+the
+wish
+of
+re
+the
+or
+to
+the
+all
+appointed
+but
+that
+apparent
+silver
+of
+business
+general
+to
+people
+life
+as
+federal
+of
+as
+streets
+the
+tax
+end
+was
+to
+famous
+against
+at
+and
+has
+the
+of
+its
+of
+see
+and
+two
+good
+of
+were
+tie
+of
+chief
+turned
+him
+feet
+covered
+market
+waters
+promote
+sold
+spirits
+it
+the
+reports
+a
+is
+box
+her
+the
+of
+the
+book
+the
+fingers
+are
+wife
+government
+him
+not
+gave
+the
+create
+camp
+gate
+over
+the
+the
+to
+to
+and
+where
+is
+the
+in
+to
+window
+is
+one
+a
+act
+that
+youth
+had
+which
+streets
+the
+recorded
+a
+him
+of
+them
+the
+time
+points
+and
+making
+satisfied
+of
+the
+and
+in
+home
+interested
+large
+had
+a
+one
+and
+are
+of
+of
+left
+for
+the
+getting
+go
+the
+that
+from
+and
+con
+legs
+in
+are
+talk
+to
+at
+and
+about
+and
+not
+and
+the
+a
+them
+to
+the
+of
+claims
+brought
+road
+and
+and
+be
+for
+and
+the
+assistance
+of
+conference
+these
+to
+would
+of
+ranging
+say
+a
+of
+at
+five
+them
+advanced
+of
+is
+a
+of
+number
+was
+armed
+been
+black
+was
+and
+all
+said
+city
+we
+village
+the
+and
+and
+to
+the
+of
+for
+was
+bill
+while
+shall
+great
+of
+the
+others
+not
+a
+pro
+of
+to
+ends
+all
+and
+was
+had
+and
+healthy
+see
+this
+themselves
+day
+even
diff --git a/generate_model.py b/generate_model.py
new file mode 100644
index 0000000..954b466
--- /dev/null
+++ b/generate_model.py
@@ -0,0 +1,7 @@
+KENLM_BUILD_PATH='/home/ladislaus_iii/kenlm/build'
+
+!$KENLM_BUILD_PATH/bin/lmplz -o 5 < train/in.txt > model.arpa
+
+!$KENLM_BUILD_PATH/bin/build_binary   model.arpa model.binary
+
+
diff --git a/predict.py b/predict.py
new file mode 100644
index 0000000..89f2878
--- /dev/null
+++ b/predict.py
@@ -0,0 +1,79 @@
+import kenlm
+import csv
+
+def predict_probability(sentence):
+    return model.score(sentence)
+
+def load_candidate_words(file_path):
+    with open(file_path, 'r', encoding='utf-8') as file:
+        candidate_words = {line.strip() for line in file}
+    return candidate_words
+
+def predict_word_between(text1, text2, model, candidate_words):
+    max_prob = float("-inf")
+    best_word = None
+
+    for word in candidate_words:
+        sentence = f"{text1} {word} {text2}"
+        prob = model.score(sentence)
+        
+        if prob > max_prob:
+            max_prob = prob
+            best_word = word
+
+    return best_word
+
+dev = []
+test = []
+
+with open('dev-0/in_1.csv', 'r', newline='', encoding='utf-8') as file:
+    reader = csv.reader(file, delimiter=',')
+    
+    for row in reader:
+        dev.append(row)
+
+with open('test-A/in_1.csv', 'r', newline='', encoding='utf-8') as file:
+    reader = csv.reader(file, delimiter=',')
+    
+    for row in reader:
+        test.append(row)
+
+model_path = "model.binary"
+model = kenlm.Model(model_path)
+
+candidate_words_file = "words_3.txt"
+candidate_words = load_candidate_words(candidate_words_file)
+
+predicted_dev = []
+predicted_test = []
+
+i = 0
+for row in dev:
+    text1 = row[0]
+    text2 = row[1]
+    predicted_word = predict_word_between(text1, text2, model, candidate_words)
+    predicted_dev.append(predicted_word)
+    if i % 500 == 0:
+        print(f'{i/len(dev)*100}%')
+    i += 1
+
+with open('dev-0/out.tsv', 'w', newline='') as tsv_file:
+    tsv_writer = csv.writer(tsv_file, delimiter='\t')
+    for row in predicted_dev:
+        tsv_writer.writerow(row)
+
+i = 0
+for row in test:
+    text1 = row[0]
+    text2 = row[1]
+    predicted_word = predict_word_between(text1, text2, model, candidate_words)
+    predicted_test.append(predicted_word)
+    if i % 500 == 0:
+        print(f'{i/len(dev)*100}%')
+    i += 1
+
+
+with open('test-A/out.tsv', 'w', newline='') as tsv_file:
+    tsv_writer = csv.writer(tsv_file, delimiter='\t')
+    for row in predicted_test:
+        tsv_writer.writerow(row)
\ No newline at end of file
diff --git a/prep_data.py b/prep_data.py
new file mode 100644
index 0000000..a5f7dcd
--- /dev/null
+++ b/prep_data.py
@@ -0,0 +1,149 @@
+import csv
+import re
+from gensim.models import Word2Vec
+import gensim.downloader as api
+import numpy as np
+from spellchecker import SpellChecker
+import pandas as pd
+
+folder = 'test-A'
+filename = f"{folder}/in_1.csv"
+
+data = []
+
+data = pd.read_csv(f'{folder}/in.tsv',delimiter='\t', header=None, encoding='utf-8', quoting=csv.QUOTE_NONE, engine='python').values.tolist()
+
+data_a = []
+data_b = []
+data_pair = []
+
+for i in range(len(data)):
+    data_a.append(data[i][6])
+    try:
+        data_b.append(data[i][7])
+    except:
+        data_b.append('')
+
+for i in range(len(data)):
+    data_pair.append([data_a[i], data_b[i]])
+
+data_tabs = []
+
+for x, y in data_pair:
+    cleaned_text_a = x.replace('\\t', '\t').replace('\\n', '\n').strip("[]")   
+    cleaned_text_b = y.replace('\\t', '\t').replace('\\n', '\n').strip("[]")
+    data_tabs.append([cleaned_text_a, cleaned_text_b])
+
+data_removed = []
+
+for x, y in data_tabs:
+    text = re.sub(r'(?<!-)\n', ' ', x)
+    text = re.sub(r'[\n-]', '', text)
+    text = re.sub(r'[^a-zA-Z0-9\s]', '', text)
+    text = re.sub(r'\s+', ' ', text)
+    text_2 = re.sub(r'(?<!-)\n', ' ', y)
+    text_2 = re.sub(r'[\n-]', '', text_2)
+    text_2 = re.sub(r'[^a-zA-Z0-9\s]', '', text_2)
+    text_2 = re.sub(r'\s+', ' ', text_2)
+    data_removed.append([text, text_2])
+
+model = api.load("word2vec-google-news-300")
+
+def is_close_to_actual(word, threshold=0.5):
+    if word in model:
+        similarities = model.similar_by_word(word)
+        return any(similarity > threshold for _, similarity in similarities)
+    else:
+        return False
+
+def remove_words(text, words_to_destroy):
+    pattern = r'\b(?:{})\b'.format('|'.join(words_to_destroy))
+    cleaned_text = re.sub(pattern, '', text, flags=re.IGNORECASE)
+    return cleaned_text
+
+spell = SpellChecker()
+
+data_cleared = []
+
+i = 0
+for x, y in data_removed:
+
+    words = x.split()
+    words_2 = y.split()
+
+    misspelled = spell.unknown(words + words_2)
+
+    text = remove_words(x, list(misspelled))
+    text_2 = remove_words(y, list(misspelled))
+
+    data_cleared.append([text, text_2])
+
+    if i % 20000 == 0:
+        print(f'{i/430000*100}%')
+    i += 1
+
+data_cleared_2 = []
+
+for x, y in data_cleared:
+    text = re.sub(r'(?<!-)\n', ' ', x)
+    text = re.sub(r'[\n-]', '', text)
+    text = re.sub(r'[^a-zA-Z0-9\s]', '', text)
+    text = re.sub(r'\s+', ' ', text)
+    text_2 = re.sub(r'(?<!-)\n', ' ', y)
+    text_2 = re.sub(r'[\n-]', '', text_2)
+    text_2 = re.sub(r'[^a-zA-Z0-9\s]', '', text_2)
+    text_2 = re.sub(r'\s+', ' ', text_2)
+    data_cleared_2.append([text, text_2])
+
+with open(filename, 'w', newline='') as csvfile:
+    writer = csv.writer(csvfile)
+    writer.writerows(data_cleared_2)
+
+"""import wordninja
+
+from spellchecker import SpellChecker
+
+spell = SpellChecker()
+
+concatenated_misspelled = []
+
+for x, y in data_removed:
+
+    words = x.split()
+    words_2 = y.split()
+
+    misspelled = spell.unknown(words + words_2)
+
+    concatenated_misspelled.append(list(misspelled))
+
+data_corrected = []
+
+i = 0
+for x, y in data_removed:
+
+    text = x
+    text_2 = y
+
+    for word in flattened_concatenated_misspelled:
+        if is_close_to_actual(word, model):
+            corrected_word = spell.correction(word)
+            if corrected_word != None:
+                text = text.replace(word, corrected_word)
+                text_2 = text_2.replace(word, corrected_word)
+            else:
+                if len(word) > 6:
+                    tokens = wordninja.split(word)
+                    my_string = ' '.join(tokens)
+                    text = text.replace(word, my_string)
+                    text_2 = text_2.replace(word, my_string)
+        else:
+            text = text.replace(word, '')
+            text_2 = text_2.replace(word, '')
+
+    if i % 20000 == 0:
+        print(f'{i/430000*100}%')
+    i += 1
+
+    data_corrected.append([text, text_2])"""
+
+
diff --git a/prep_txt.py b/prep_txt.py
new file mode 100644
index 0000000..45be4af
--- /dev/null
+++ b/prep_txt.py
@@ -0,0 +1,33 @@
+import csv
+
+tr = []
+tr_r = []
+
+folder = 'dev-0'
+
+with open(f'{folder}/in_1.csv', 'r', encoding='utf-8') as file:
+    csv_reader = csv.reader(file, delimiter=',')
+    for row in csv_reader:
+        tr.append(row)
+
+with open(f'{folder}/expected.tsv', 'r', encoding='utf-8') as file:
+    csv_reader = csv.reader(file, delimiter='\t')
+    for row in csv_reader:
+        tr_r.append(row)
+
+data = []
+
+for i in range(len(tr)):
+    try:
+        data.append([tr[i][0], tr_r[i], tr[i][1]])
+    except:
+        try:
+            data.append([tr[i][0], tr_r[i], ''])
+        except:
+            pass
+
+with open(f'{folder}/in.txt', 'w', encoding='utf-8') as f:
+    for item in data:
+        f.write(str(item[0]) + ' ' + str(item[1][0]) + ' ' + str(item[2]) + '\n')
+
+
diff --git a/test-A/out.tsv b/test-A/out.tsv
new file mode 100644
index 0000000..32c393c
--- /dev/null
+++ b/test-A/out.tsv
@@ -0,0 +1,7414 @@
+name
+evening
+the
+open
+and
+to
+the
+home
+early
+he
+for
+the
+days
+for
+and
+to
+which
+the
+little
+among
+bonds
+t
+appears
+are
+dairy
+has
+sent
+the
+it
+it
+consider
+running
+at
+in
+be
+new
+hoped
+interested
+intervention
+knit
+may
+company
+of
+and
+come
+of
+began
+and
+tax
+pounds
+the
+there
+old
+to
+and
+is
+of
+they
+and
+on
+by
+far
+at
+the
+is
+of
+is
+be
+and
+from
+that
+lots
+construction
+and
+that
+to
+progress
+was
+with
+and
+the
+by
+float
+gay
+be
+and
+right
+delayed
+of
+dress
+a
+of
+was
+and
+among
+in
+accident
+and
+and
+over
+think
+more
+and
+to
+the
+was
+going
+fifty
+the
+signed
+the
+in
+under
+an
+and
+those
+vote
+jury
+he
+man
+with
+his
+and
+enjoyed
+and
+two
+the
+less
+of
+taken
+one
+been
+nation
+old
+petition
+efficient
+which
+cost
+to
+than
+were
+of
+street
+and
+was
+its
+and
+remedy
+but
+night
+in
+on
+of
+be
+kill
+broke
+lie
+lay
+who
+house
+both
+will
+order
+a
+service
+amount
+needed
+which
+his
+republicans
+members
+the
+head
+account
+property
+the
+own
+district
+the
+here
+of
+give
+rear
+and
+square
+proportion
+which
+taken
+a
+he
+no
+get
+though
+bearing
+such
+system
+may
+cents
+by
+of
+in
+said
+on
+board
+service
+the
+made
+will
+that
+and
+of
+the
+was
+she
+resources
+certain
+the
+and
+but
+and
+am
+fight
+only
+the
+and
+to
+asked
+moved
+of
+no
+narrow
+present
+here
+at
+and
+who
+to
+hands
+fine
+true
+it
+with
+the
+for
+capable
+and
+that
+and
+old
+a
+the
+for
+the
+and
+with
+have
+any
+street
+point
+former
+but
+and
+they
+from
+notice
+from
+that
+the
+cold
+follows
+it
+pay
+a
+claims
+which
+closing
+the
+those
+but
+exercise
+which
+pass
+who
+the
+is
+and
+to
+out
+fact
+the
+local
+city
+male
+blood
+of
+of
+were
+as
+a
+it
+their
+safe
+an
+the
+as
+waters
+believed
+directions
+officers
+laws
+the
+ten
+long
+is
+for
+the
+made
+be
+and
+been
+their
+the
+the
+the
+and
+is
+named
+that
+badge
+was
+homes
+up
+turned
+not
+of
+ne
+six
+system
+the
+to
+and
+and
+a
+for
+paid
+good
+out
+and
+the
+dry
+and
+but
+when
+man
+two
+do
+the
+them
+a
+are
+of
+building
+the
+on
+as
+and
+that
+row
+we
+the
+will
+the
+know
+ha
+to
+waiting
+line
+next
+the
+two
+with
+recovery
+forth
+accompanied
+there
+want
+at
+the
+the
+growth
+same
+and
+and
+of
+years
+but
+rider
+stock
+them
+a
+log
+speed
+before
+feet
+by
+character
+with
+he
+but
+experienced
+that
+of
+been
+that
+public
+and
+be
+tax
+her
+were
+and
+the
+a
+other
+the
+he
+of
+go
+and
+degree
+to
+approval
+threatening
+is
+if
+and
+and
+have
+before
+the
+true
+as
+the
+same
+formerly
+election
+and
+of
+every
+and
+be
+been
+has
+by
+when
+streets
+has
+a
+of
+with
+several
+in
+are
+but
+bride
+be
+has
+as
+as
+make
+a
+ready
+of
+water
+railroad
+ago
+with
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